UK AI Exposure · Professional occupations
Social workers
Social workers provide information, advice and support to those who are socially excluded or are experiencing crisis; they protect the welfare of vulnerable groups including children, young people, people with disabilities, elderly people and people who are mentally or physically ill, and they may specialise in specific areas of work.
- Employees (UK)
- 105k
- Median annual pay
- £42,708
- Exposure score ?
- 0.7/10 Minimal direct 0.7 · with tools 4.8
- Wage exposure
- £314m
Higher exposure than 39% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
The tasks in this role, ranked by AI exposure
Below are the real tasks O*NET records for this occupation, sorted highest exposure first. "AI can do this" means a language model can already handle the task directly. "AI can help" means an LLM can assist but not replace. "Human work" means today's AI doesn't touch it. Importance is O*NET's 1–5 rating of how central each task is to the role.
2 of 27 tasks in this role are things an AI can already do today. Task list mapped via O*NET "Mental Health Counselors" (21-1014.00).
Fill out and maintain client-related paperwork, including federal- and state-mandated forms, client diagnostic records, and progress notes.
Prepare and maintain all required treatment records and reports.
Maintain confidentiality of records relating to clients' treatment.
Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships.
Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.
Perform crisis interventions to help ensure the safety of the patients and others.
Assess patients for risk of suicide attempts.
Perform crisis interventions with clients.
Guide clients in the development of skills or strategies for dealing with their problems.
Develop and implement treatment plans based on clinical experience and knowledge.
Collect information about clients through interviews, observation, or tests.
Modify treatment activities or approaches as needed to comply with changes in clients' status.
Evaluate the effectiveness of counseling programs on clients' progress in resolving identified problems and moving towards defined objectives.
Evaluate clients' physical or mental condition, based on review of client information.
Supervise other counselors, social service staff, assistants, or graduate students.
Discuss with individual patients their plans for life after leaving therapy.
Refer patients, clients, or family members to community resources or to specialists as necessary.
Act as client advocates to coordinate required services or to resolve emergency problems in crisis situations.
Collaborate with mental health professionals and other staff members to perform clinical assessments or develop treatment plans.
Learn about new developments in counseling by reading professional literature, attending courses and seminars, or establishing and maintaining contact with other social service agencies.
Plan, organize, or lead structured programs of counseling, work, study, recreation, or social activities for clients.
Gather information about community mental health needs or resources that could be used in conjunction with therapy.
Monitor clients' use of medications.
Counsel family members to assist them in understanding, dealing with, or supporting clients or patients.
Plan or conduct programs to prevent substance abuse or improve community health or counseling services.
Meet with families, probation officers, police, or other interested parties to exchange necessary information during the treatment process.
Coordinate or direct employee workshops, courses, or training about mental health issues.
Where a project with Alex usually starts for this role
This role's strict α score is low because its top tasks are judgment, not drafting. But those same tasks compress dramatically when AI is paired with the right context and tools. The three highest-stakes tasks below are usually where we start.
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Maintain confidentiality of records relating to clients' treatment.
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Encourage clients to express their feelings and discuss what is happening in their lives, helping them to develop insight into themselves or their relationships.
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Counsel clients or patients, individually or in group sessions, to assist in overcoming dependencies, adjusting to life, or making changes.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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